Josh Dillon, Last Revised January 2022
This notebook examines an individual antenna's performance over a whole season. This notebook parses information from each nightly rtp_summarynotebook (as saved to .csvs) and builds a table describing antenna performance. It also reproduces per-antenna plots from each auto_metrics notebook pertinent to the specific antenna.
import os
from IPython.display import display, HTML
display(HTML("<style>.container { width:100% !important; }</style>"))
# If you want to run this notebook locally, copy the output of the next cell into the next line of this cell.
# antenna = "54"
# csv_folder = '/lustre/aoc/projects/hera/H5C/H5C_Notebooks/_rtp_summary_'
# auto_metrics_folder = '/lustre/aoc/projects/hera/H5C/H5C_Notebooks/auto_metrics_inspect'
# os.environ["ANTENNA"] = antenna
# os.environ["CSV_FOLDER"] = csv_folder
# os.environ["AUTO_METRICS_FOLDER"] = auto_metrics_folder
# Use environment variables to figure out path to the csvs and auto_metrics
antenna = os.environ["ANTENNA"]
csv_folder = os.environ["CSV_FOLDER"]
auto_metrics_folder = os.environ["AUTO_METRICS_FOLDER"]
print(f'antenna = "{antenna}"')
print(f'csv_folder = "{csv_folder}"')
print(f'auto_metrics_folder = "{auto_metrics_folder}"')
antenna = "12" csv_folder = "/home/obs/src/H5C_Notebooks/_rtp_summary_" auto_metrics_folder = "/home/obs/src/H5C_Notebooks/auto_metrics_inspect"
display(HTML(f'<h1 style=font-size:50px><u>Antenna {antenna} Report</u><p></p></h1>'))
import numpy as np
import pandas as pd
pd.set_option('display.max_rows', 1000)
import glob
import re
from hera_notebook_templates.utils import status_colors, Antenna
# load csvs and auto_metrics htmls in reverse chronological order
csvs = sorted(glob.glob(os.path.join(csv_folder, '*.csv')))[::-1]
print(f'Found {len(csvs)} csvs in {csv_folder}')
auto_metric_htmls = sorted(glob.glob(auto_metrics_folder + '/auto_metrics_inspect_*.html'))[::-1]
print(f'Found {len(auto_metric_htmls)} auto_metrics notebooks in {auto_metrics_folder}')
Found 85 csvs in /home/obs/src/H5C_Notebooks/_rtp_summary_ Found 81 auto_metrics notebooks in /home/obs/src/H5C_Notebooks/auto_metrics_inspect
# Per-season options
mean_round_modz_cut = 4
dead_cut = 0.4
crossed_cut = 0.0
def jd_to_summary_url(jd):
return f'https://htmlpreview.github.io/?https://github.com/HERA-Team/H5C_Notebooks/blob/main/_rtp_summary_/rtp_summary_{jd}.html'
def jd_to_auto_metrics_url(jd):
return f'https://htmlpreview.github.io/?https://github.com/HERA-Team/H5C_Notebooks/blob/main/auto_metrics_inspect/auto_metrics_inspect_{jd}.html'
this_antenna = None
jds = []
# parse information about antennas and nodes
for csv in csvs:
df = pd.read_csv(csv)
for n in range(len(df)):
# Add this day to the antenna
row = df.loc[n]
antnum = row['Ant']
if antnum != int(antenna):
continue
if this_antenna is None:
this_antenna = Antenna(row['Ant'], row['Node'])
jd = [int(s) for s in re.split('_|\.', csv) if s.isdigit()][-1]
jds.append(jd)
this_antenna.add_day(jd, row)
break
# build dataframe
to_show = {'JDs': [f'<a href="{jd_to_summary_url(jd)}" target="_blank">{jd}</a>' for jd in jds]}
to_show['A Priori Status'] = [this_antenna.statuses[jd] for jd in jds]
df = pd.DataFrame(to_show)
# create bar chart columns for flagging percentages:
bar_cols = {}
bar_cols['Auto Metrics Flags'] = [this_antenna.auto_flags[jd] for jd in jds]
bar_cols[f'Dead Fraction in Ant Metrics (Jee)'] = [this_antenna.dead_flags_Jee[jd] for jd in jds]
bar_cols[f'Dead Fraction in Ant Metrics (Jnn)'] = [this_antenna.dead_flags_Jnn[jd] for jd in jds]
bar_cols['Crossed Fraction in Ant Metrics'] = [this_antenna.crossed_flags[jd] for jd in jds]
bar_cols['Flag Fraction Before Redcal'] = [this_antenna.flags_before_redcal[jd] for jd in jds]
bar_cols['Flagged By Redcal chi^2 Fraction'] = [this_antenna.redcal_flags[jd] for jd in jds]
for col in bar_cols:
df[col] = bar_cols[col]
z_score_cols = {}
z_score_cols['ee Shape Modified Z-Score'] = [this_antenna.ee_shape_zs[jd] for jd in jds]
z_score_cols['nn Shape Modified Z-Score'] = [this_antenna.nn_shape_zs[jd] for jd in jds]
z_score_cols['ee Power Modified Z-Score'] = [this_antenna.ee_power_zs[jd] for jd in jds]
z_score_cols['nn Power Modified Z-Score'] = [this_antenna.nn_power_zs[jd] for jd in jds]
z_score_cols['ee Temporal Variability Modified Z-Score'] = [this_antenna.ee_temp_var_zs[jd] for jd in jds]
z_score_cols['nn Temporal Variability Modified Z-Score'] = [this_antenna.nn_temp_var_zs[jd] for jd in jds]
z_score_cols['ee Temporal Discontinuties Modified Z-Score'] = [this_antenna.ee_temp_discon_zs[jd] for jd in jds]
z_score_cols['nn Temporal Discontinuties Modified Z-Score'] = [this_antenna.nn_temp_discon_zs[jd] for jd in jds]
for col in z_score_cols:
df[col] = z_score_cols[col]
ant_metrics_cols = {}
ant_metrics_cols['Average Dead Ant Metric (Jee)'] = [this_antenna.Jee_dead_metrics[jd] for jd in jds]
ant_metrics_cols['Average Dead Ant Metric (Jnn)'] = [this_antenna.Jnn_dead_metrics[jd] for jd in jds]
ant_metrics_cols['Average Crossed Ant Metric'] = [this_antenna.crossed_metrics[jd] for jd in jds]
for col in ant_metrics_cols:
df[col] = ant_metrics_cols[col]
redcal_cols = {}
redcal_cols['Median chi^2 Per Antenna (Jee)'] = [this_antenna.Jee_chisqs[jd] for jd in jds]
redcal_cols['Median chi^2 Per Antenna (Jnn)'] = [this_antenna.Jnn_chisqs[jd] for jd in jds]
for col in redcal_cols:
df[col] = redcal_cols[col]
# style dataframe
table = df.style.hide_index()\
.applymap(lambda val: f'background-color: {status_colors[val]}' if val in status_colors else '', subset=['A Priori Status']) \
.background_gradient(cmap='viridis', vmax=mean_round_modz_cut * 3, vmin=0, axis=None, subset=list(z_score_cols.keys())) \
.background_gradient(cmap='bwr_r', vmin=dead_cut-.25, vmax=dead_cut+.25, axis=0, subset=list([col for col in ant_metrics_cols if 'dead' in col.lower()])) \
.background_gradient(cmap='bwr_r', vmin=crossed_cut-.25, vmax=crossed_cut+.25, axis=0, subset=list([col for col in ant_metrics_cols if 'crossed' in col.lower()])) \
.background_gradient(cmap='plasma', vmax=4, vmin=1, axis=None, subset=list(redcal_cols.keys())) \
.applymap(lambda val: 'font-weight: bold' if val < dead_cut else '', subset=list([col for col in ant_metrics_cols if 'dead' in col.lower()])) \
.applymap(lambda val: 'font-weight: bold' if val < crossed_cut else '', subset=list([col for col in ant_metrics_cols if 'crossed' in col.lower()])) \
.applymap(lambda val: 'font-weight: bold' if val > mean_round_modz_cut else '', subset=list(z_score_cols.keys())) \
.applymap(lambda val: 'color: red' if val > mean_round_modz_cut else '', subset=list(z_score_cols.keys())) \
.bar(subset=list(bar_cols.keys()), vmin=0, vmax=1) \
.format({col: '{:,.4f}'.format for col in z_score_cols}) \
.format({col: '{:,.4f}'.format for col in ant_metrics_cols}) \
.format('{:,.2%}', na_rep='-', subset=list(bar_cols.keys())) \
.set_table_styles([dict(selector="th",props=[('max-width', f'70pt')])])
This table reproduces each night's row for this antenna from the RTP Summary notebooks. For more info on the columns, see those notebooks, linked in the JD column.
display(HTML(f'<h2>Antenna {antenna}, Node {this_antenna.node}:</h2>'))
HTML(table.render(render_links=True, escape=False))
| JDs | A Priori Status | Auto Metrics Flags | Dead Fraction in Ant Metrics (Jee) | Dead Fraction in Ant Metrics (Jnn) | Crossed Fraction in Ant Metrics | Flag Fraction Before Redcal | Flagged By Redcal chi^2 Fraction | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | Average Dead Ant Metric (Jee) | Average Dead Ant Metric (Jnn) | Average Crossed Ant Metric | Median chi^2 Per Antenna (Jee) | Median chi^2 Per Antenna (Jnn) |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 2459594 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | 85.898218 | 83.052319 | 145.503973 | 146.736807 | 37.118128 | 31.555349 | 78.637281 | 87.116265 | 0.0189 | 0.0180 | 0.0009 | 1.116449 | 1.113311 |
| 2459593 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | 79.695297 | 73.698679 | 179.196695 | 158.269952 | 59.154819 | 58.899351 | 237.044674 | 151.560981 | 0.0197 | 0.0181 | 0.0005 | 1.114723 | 1.119184 |
| 2459592 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | - | - | 6.366103 | 12.384296 | 61.280285 | 62.520228 | 81.156395 | 63.640315 | 78.902148 | 84.348328 | 0.0202 | 0.0192 | 0.0015 | nan | nan |
| 2459591 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | 86.836206 | 81.946656 | 187.116274 | 196.685407 | 60.075795 | 73.199843 | 208.680785 | 285.441321 | 0.0195 | 0.0178 | 0.0016 | 1.106462 | 1.100604 |
| 2459590 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | 184.733427 | 102.821742 | 196.756402 | 167.365654 | 55.157782 | 51.800068 | 332.595640 | 224.803407 | 0.0182 | 0.0184 | 0.0007 | 1.125696 | 1.133346 |
| 2459589 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | 339.194220 | 338.592283 | inf | inf | 49.463651 | 53.691614 | 366.930951 | 381.393622 | nan | nan | nan | 0.000000 | 0.000000 |
| 2459588 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | 118.366516 | 71.590119 | 239.450052 | 219.932668 | 43.398095 | 55.357986 | 94.072952 | 95.613537 | 0.0180 | 0.0176 | 0.0006 | 1.124648 | 1.126861 |
| 2459587 | RF_maintenance | 100.00% | - | - | - | 100.00% | 0.00% | 175.200413 | 118.993402 | 342.575692 | 303.228868 | 86.791792 | 62.402315 | 617.904499 | 479.668519 | nan | nan | nan | 0.000000 | 0.000000 |
| 2459586 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | 314.169082 | 315.679685 | inf | inf | 11.550973 | 11.604600 | 573.713738 | 580.535356 | nan | nan | nan | 0.000000 | 0.000000 |
| 2459585 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | 61.530019 | 62.746984 | 43.069475 | 47.969156 | 9.132887 | 8.729209 | 595.128077 | 699.053696 | 0.0192 | 0.0179 | 0.0010 | 0.000000 | 0.000000 |
| 2459584 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | 74.155150 | 92.922229 | 207.491617 | 205.222667 | 18.758918 | 15.919173 | 72.332089 | 72.278708 | 0.0193 | 0.0186 | 0.0010 | 0.000000 | 0.000000 |
| 2459583 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | nan | nan | inf | inf | nan | nan | nan | nan | nan | nan | nan | 0.000000 | 0.000000 |
| 2459582 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | 40.943846 | 60.554299 | 57.988831 | 69.955865 | 33.426932 | 57.523868 | 141.372934 | 287.259171 | 0.0193 | 0.0173 | 0.0013 | 1.121645 | 1.110638 |
| 2459581 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | 79.327069 | 78.478171 | 78.780583 | 77.275676 | 26.711859 | 51.085380 | 300.276884 | 288.950547 | 0.0190 | 0.0177 | 0.0015 | 1.102472 | 1.100960 |
| 2459580 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | 85.366970 | 75.485330 | 79.969198 | 80.583766 | 31.103983 | 51.267258 | 234.223643 | 282.610588 | 0.0192 | 0.0179 | 0.0008 | 1.110831 | 1.109878 |
| 2459579 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | 42.680604 | 57.286725 | 77.310378 | 77.236973 | 41.821477 | 27.529857 | 362.650001 | 268.106512 | 0.0191 | 0.0183 | 0.0006 | 1.137645 | 1.138638 |
| 2459578 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | - | - | 6.430461 | 8.958909 | 25.871166 | 29.076162 | 95.871492 | 137.955486 | 446.892020 | 779.306813 | 0.0198 | 0.0188 | 0.0007 | nan | nan |
| 2459577 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | 81.407115 | 93.635370 | 70.599887 | 74.044178 | 56.997314 | 47.713644 | 253.952005 | 323.151712 | 0.0190 | 0.0176 | 0.0005 | 1.097676 | 1.094612 |
| 2459576 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | 71.519515 | 68.162850 | 53.268738 | 57.562269 | 26.757005 | 45.524317 | 273.007473 | 345.812598 | 0.0190 | 0.0172 | 0.0013 | 1.084479 | 1.078153 |
| 2459575 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | 55.680489 | 51.334572 | 58.314912 | 50.415875 | 29.316917 | 23.429337 | 42.711330 | 26.745502 | 0.0191 | 0.0185 | 0.0006 | 0.000000 | 0.000000 |
| 2459574 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | 50.118606 | 68.821034 | 50.775367 | 56.985693 | 38.559788 | 50.608141 | 132.696199 | 211.748599 | 0.0186 | 0.0178 | 0.0007 | 1.046643 | 1.041995 |
| 2459573 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | 90.028504 | 166.318947 | 96.916836 | 128.373271 | 46.204533 | 104.858626 | 403.365802 | 712.844220 | 0.0189 | 0.0173 | 0.0014 | 0.000000 | 0.000000 |
| 2459572 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | 103.212216 | 56.534265 | 66.416803 | 49.205232 | 58.118335 | 23.817502 | 958.576254 | 461.787295 | 0.0183 | 0.0182 | 0.0010 | 1.116224 | 1.124625 |
| 2459571 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | - | - | 6.282974 | 7.367317 | 28.927889 | 30.002837 | 100.772359 | 112.302111 | 615.187698 | 789.901852 | 0.0195 | 0.0188 | 0.0006 | nan | nan |
| 2459570 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | 68.527974 | 75.729861 | 69.571758 | 73.325068 | 17.407488 | 20.722754 | 402.995859 | 429.771280 | 0.0183 | 0.0175 | 0.0008 | 0.000000 | 0.000000 |
| 2459569 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | 40.020966 | 61.594991 | 59.872719 | 58.390101 | 13.321494 | 13.796480 | 20.053423 | 21.614740 | 0.0193 | 0.0187 | 0.0006 | 1.057392 | 1.054789 |
| 2459566 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | 56.550681 | 78.226603 | 69.852993 | 76.317361 | 38.219222 | 45.517782 | 203.203792 | 231.170849 | 0.0191 | 0.0174 | 0.0013 | 0.917846 | 0.919131 |
| 2459565 | RF_maintenance | 0.00% | - | - | - | 100.00% | 0.00% | 0.674491 | 0.674491 | 0.714579 | 0.714579 | 1.371796 | 1.371796 | 0.680147 | 0.680147 | nan | nan | nan | 0.000000 | 0.000000 |
| 2459564 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | 50.527227 | 105.554018 | 63.440695 | 92.050766 | 7.143218 | 19.615334 | 111.560401 | 413.100384 | 0.0191 | 0.0171 | 0.0024 | 1.110612 | 1.096583 |
| 2459563 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | 61.576265 | 66.337670 | 125.143848 | 132.153881 | 22.708145 | 37.780330 | 206.008802 | 241.657409 | 0.0190 | 0.0182 | 0.0006 | 0.000000 | 0.000000 |
| 2459562 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | nan | nan | inf | inf | nan | nan | nan | nan | nan | nan | nan | 0.000000 | 0.000000 |
| 2459561 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | 40.385911 | 43.684593 | 33.516078 | 34.553380 | 9.416294 | 7.153475 | 288.012916 | 278.380876 | 0.0184 | 0.0178 | 0.0005 | 1.082280 | 1.079683 |
| 2459560 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | 41.807341 | 45.806950 | 32.748829 | 32.051729 | 5.422375 | 7.744035 | 173.891110 | 167.528614 | 0.0186 | 0.0182 | 0.0015 | 1.010571 | 1.004171 |
| 2459559 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | nan | nan | inf | inf | nan | nan | nan | nan | nan | nan | nan | 0.000000 | 0.000000 |
| 2459558 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | 70.515646 | 63.970858 | 69.197239 | 71.891663 | 31.683216 | 39.727853 | 304.430857 | 311.814035 | 0.0189 | 0.0176 | 0.0008 | 1.142503 | 1.137656 |
| 2459557 | RF_maintenance | - | 100.00% | 100.00% | 0.00% | - | - | nan | nan | nan | nan | nan | nan | nan | nan | 0.0193 | 0.0184 | 0.0007 | nan | nan |
| 2459556 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | 103.790848 | 89.829654 | 85.503786 | 92.516494 | 35.950465 | 78.338810 | 846.454525 | 1080.816913 | 0.0182 | 0.0172 | 0.0009 | 1.131927 | 1.126974 |
| 2459554 | RF_maintenance | - | 100.00% | 100.00% | 0.00% | - | - | nan | nan | nan | nan | nan | nan | nan | nan | 0.0182 | 0.0179 | 0.0006 | nan | nan |
| 2459553 | RF_maintenance | - | 100.00% | 100.00% | 0.00% | - | - | nan | nan | nan | nan | nan | nan | nan | nan | 0.0182 | 0.0173 | 0.0012 | nan | nan |
| 2459552 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | 71.394429 | 68.984993 | 96.774391 | 97.061937 | 60.325180 | 52.213730 | 241.030190 | 286.118845 | 0.0188 | 0.0178 | 0.0008 | 0.000000 | 0.000000 |
| 2459551 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | nan | nan | inf | inf | nan | nan | nan | nan | nan | nan | nan | 0.000000 | 0.000000 |
| 2459550 | RF_maintenance | - | 99.18% | 99.18% | 0.00% | - | - | nan | nan | nan | nan | nan | nan | nan | nan | 0.0324 | 0.0319 | 0.0005 | nan | nan |
| 2459549 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | 66.767706 | 60.357557 | 81.148011 | 73.204650 | 48.636106 | 42.791069 | 478.682996 | 308.055466 | 0.0185 | 0.0182 | 0.0006 | 1.133643 | 1.136412 |
| 2459542 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | 67.734951 | 75.377586 | 161.768607 | 180.362842 | 3.987429 | 7.842538 | 314.492227 | 527.250312 | 0.0179 | 0.0171 | 0.0011 | 1.122544 | 1.115239 |
| 2459541 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | 11.421044 | 10.990935 | 46.223063 | 43.336227 | 664.979200 | 615.443201 | 29.710743 | 38.997876 | 0.0190 | 0.0181 | 0.0008 | 1.107414 | 1.100697 |
| 2459540 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | 69.708331 | 59.528608 | 35.996867 | 37.002674 | 16.713806 | 23.550238 | 115.461094 | 164.567265 | 0.0186 | 0.0175 | 0.0009 | 1.138083 | 1.136276 |
| 2459536 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | 75.902687 | 96.130837 | 122.203486 | 127.103671 | 43.821281 | 54.318065 | 496.489072 | 565.703875 | 0.0188 | 0.0178 | 0.0006 | 1.145989 | 1.141891 |
| 2459535 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | 36.686302 | 45.530628 | 31.314690 | 30.323922 | 9.768729 | 14.082122 | 126.558401 | 135.872869 | 0.0184 | 0.0182 | 0.0007 | 1.130011 | 1.136159 |
| 2459534 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | 51.341060 | 43.382481 | 35.308272 | 28.037543 | 37.592847 | 16.386912 | 244.476856 | 116.533700 | 0.0183 | 0.0182 | 0.0010 | 1.128827 | 1.138367 |
| 2459533 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | 69.519948 | 78.419288 | 77.141093 | 71.924307 | 31.498576 | 36.931255 | 452.482854 | 437.003706 | 0.0186 | 0.0180 | 0.0007 | 1.138135 | 1.140706 |
| 2459532 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | 128.703950 | 80.468916 | 118.549577 | 95.297866 | 72.610618 | 59.644231 | 545.724953 | 287.441175 | 0.0189 | 0.0176 | 0.0007 | 1.132229 | 1.137571 |
| 2459530 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | 40.288207 | 43.618639 | 30.113734 | 29.168073 | 12.919862 | 13.695137 | 189.084899 | 162.478201 | 0.0186 | 0.0181 | 0.0006 | 1.123805 | 1.123832 |
| 2459527 | RF_maintenance | 0.00% | - | - | - | 100.00% | 0.00% | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | 0.000000 | 0.000000 |
| 2459524 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | 65.007341 | 62.527764 | 110.017063 | 97.454995 | 90.806225 | 63.226681 | 226.487217 | 151.889262 | 0.0185 | 0.0178 | 0.0010 | 0.000000 | 0.000000 |
| 2459523 | RF_maintenance | 100.00% | - | - | - | 100.00% | 0.00% | 118.291644 | 87.097793 | 125.182592 | 98.244383 | 121.351199 | 49.496663 | 727.625179 | 302.868363 | nan | nan | nan | 1.376309 | 1.387693 |
| 2459522 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | 63.027366 | 68.946505 | 101.730003 | 95.806565 | 79.266223 | 109.748358 | 423.073431 | 343.422064 | 0.0187 | 0.0185 | 0.0007 | 1.190651 | 1.189269 |
| 2459513 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | - | - | 8.054302 | 9.764881 | 30.982045 | 25.787091 | 144.611514 | 90.775997 | 719.905527 | 397.253796 | 0.0199 | 0.0198 | 0.0010 | nan | nan |
| 2459508 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | 49.421935 | 63.368119 | 89.062039 | 92.525790 | 31.339228 | 30.861346 | 41.660143 | 52.147107 | 0.0189 | 0.0180 | 0.0007 | 0.000000 | 0.000000 |
| 2459505 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | 80.636889 | 81.166353 | 98.036664 | 102.899727 | 106.437531 | 93.875790 | 517.147075 | 471.799660 | 0.0118 | 0.0105 | 0.0028 | 1.143827 | 1.153407 |
| 2459503 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | 88.944509 | 76.167824 | 175.091522 | 150.445499 | 62.175965 | 53.195789 | 641.147669 | 307.374350 | 0.0092 | 0.0091 | 0.0052 | 0.000000 | 0.000000 |
auto_metrics notebooks.¶html_to_display = ''
for am_html in auto_metric_htmls:
# read html into a list of lines
with open(am_html) as f:
lines = f.readlines()
# find section with this antenna's metric plots and add to html_to_display
jd = [int(s) for s in re.split('_|\.', am_html) if s.isdigit()][-1]
try:
section_start_line = lines.index(f'<h2>Antenna {antenna}: {jd}</h2>\n')
except ValueError:
continue
html_to_display += lines[section_start_line].replace(str(jd), f'<a href="{jd_to_auto_metrics_url(jd)}" target="_blank">{jd}</a>')
for line in lines[section_start_line + 1:]:
html_to_display += line
if '<hr' in line:
break
These figures are reproduced from auto_metrics notebooks. For more info on the specific plots and metrics, see those notebooks (linked at the JD).
HTML(html_to_display)
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 12 | 0 | RF_maintenance | nn Temporal Discontinuties | 373.124579 | 110.206261 | 99.512634 | 173.702038 | 161.448881 | 63.148262 | 32.768064 | 373.124579 | 257.200213 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 12 | 0 | RF_maintenance | nn Temporal Discontinuties | 338.515013 | 137.371243 | 100.628671 | 223.230091 | 198.803096 | 49.860212 | 45.010822 | 338.515013 | 211.975710 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 12 | 0 | RF_maintenance | nn Shape | nan | nan | nan | inf | inf | nan | nan | nan | nan |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 12 | 0 | RF_maintenance | nn Temporal Variability | 169.990037 | 4.029485 | 9.630989 | 36.907793 | 47.987233 | 67.828777 | 169.990037 | 50.358918 | 129.842878 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 12 | 0 | RF_maintenance | nn Temporal Discontinuties | 547.763059 | 130.494164 | 197.625255 | 159.962325 | 184.759445 | 62.560806 | 78.688139 | 328.332787 | 547.763059 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 12 | 0 | RF_maintenance | ee Power | 163.694199 | 63.988657 | 70.153480 | 163.694199 | 162.656242 | 14.592619 | 18.836349 | 20.258026 | 25.472289 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 12 | 0 | RF_maintenance | nn Temporal Discontinuties | 411.052402 | 88.886577 | 118.021615 | 196.446930 | 202.972540 | 31.867485 | 25.734139 | 411.052402 | 367.447737 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 12 | 0 | RF_maintenance | nn Temporal Discontinuties | 448.897767 | 155.965013 | 136.918423 | 173.684781 | 178.786481 | 56.342025 | 58.477630 | 407.893879 | 448.897767 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 12 | 0 | RF_maintenance | ee Temporal Discontinuties | 660.196869 | 73.013202 | 139.610593 | 182.455437 | 201.816697 | 54.929392 | 53.633057 | 645.297970 | 660.196869 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 12 | 0 | RF_maintenance | nn Temporal Discontinuties | 383.078811 | 149.442934 | 103.616709 | 168.075723 | 141.375664 | 75.595575 | 49.883037 | 383.078811 | 196.903264 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 12 | 0 | RF_maintenance | ee Power | 165.510323 | 133.654862 | 146.033547 | 163.695262 | 165.510323 | 32.108290 | 31.453657 | 98.903158 | 106.427088 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 12 | 0 | RF_maintenance | nn Power | 146.736807 | 85.898218 | 83.052319 | 145.503973 | 146.736807 | 37.118128 | 31.555349 | 78.637281 | 87.116265 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 12 | 0 | RF_maintenance | ee Temporal Discontinuties | 237.044674 | 79.695297 | 73.698679 | 179.196695 | 158.269952 | 59.154819 | 58.899351 | 237.044674 | 151.560981 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 12 | 0 | RF_maintenance | nn Temporal Discontinuties | 84.348328 | 12.384296 | 6.366103 | 62.520228 | 61.280285 | 63.640315 | 81.156395 | 84.348328 | 78.902148 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 12 | 0 | RF_maintenance | nn Temporal Discontinuties | 285.441321 | 81.946656 | 86.836206 | 196.685407 | 187.116274 | 73.199843 | 60.075795 | 285.441321 | 208.680785 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 12 | 0 | RF_maintenance | ee Temporal Discontinuties | 332.595640 | 184.733427 | 102.821742 | 196.756402 | 167.365654 | 55.157782 | 51.800068 | 332.595640 | 224.803407 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 12 | 0 | RF_maintenance | nn Power | inf | 338.592283 | 339.194220 | inf | inf | 53.691614 | 49.463651 | 381.393622 | 366.930951 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 12 | 0 | RF_maintenance | ee Power | 239.450052 | 118.366516 | 71.590119 | 239.450052 | 219.932668 | 43.398095 | 55.357986 | 94.072952 | 95.613537 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 12 | 0 | RF_maintenance | ee Temporal Discontinuties | 617.904499 | 118.993402 | 175.200413 | 303.228868 | 342.575692 | 62.402315 | 86.791792 | 479.668519 | 617.904499 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 12 | 0 | RF_maintenance | ee Power | inf | 314.169082 | 315.679685 | inf | inf | 11.550973 | 11.604600 | 573.713738 | 580.535356 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 12 | 0 | RF_maintenance | nn Temporal Discontinuties | 699.053696 | 61.530019 | 62.746984 | 43.069475 | 47.969156 | 9.132887 | 8.729209 | 595.128077 | 699.053696 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 12 | 0 | RF_maintenance | ee Power | 207.491617 | 74.155150 | 92.922229 | 207.491617 | 205.222667 | 18.758918 | 15.919173 | 72.332089 | 72.278708 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 12 | 0 | RF_maintenance | ee Shape | nan | nan | nan | inf | inf | nan | nan | nan | nan |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 12 | 0 | RF_maintenance | nn Temporal Discontinuties | 287.259171 | 60.554299 | 40.943846 | 69.955865 | 57.988831 | 57.523868 | 33.426932 | 287.259171 | 141.372934 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 12 | 0 | RF_maintenance | ee Temporal Discontinuties | 300.276884 | 79.327069 | 78.478171 | 78.780583 | 77.275676 | 26.711859 | 51.085380 | 300.276884 | 288.950547 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 12 | 0 | RF_maintenance | nn Temporal Discontinuties | 282.610588 | 75.485330 | 85.366970 | 80.583766 | 79.969198 | 51.267258 | 31.103983 | 282.610588 | 234.223643 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 12 | 0 | RF_maintenance | ee Temporal Discontinuties | 362.650001 | 42.680604 | 57.286725 | 77.310378 | 77.236973 | 41.821477 | 27.529857 | 362.650001 | 268.106512 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 12 | 0 | RF_maintenance | nn Temporal Discontinuties | 779.306813 | 6.430461 | 8.958909 | 25.871166 | 29.076162 | 95.871492 | 137.955486 | 446.892020 | 779.306813 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 12 | 0 | RF_maintenance | nn Temporal Discontinuties | 323.151712 | 93.635370 | 81.407115 | 74.044178 | 70.599887 | 47.713644 | 56.997314 | 323.151712 | 253.952005 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 12 | 0 | RF_maintenance | nn Temporal Discontinuties | 345.812598 | 68.162850 | 71.519515 | 57.562269 | 53.268738 | 45.524317 | 26.757005 | 345.812598 | 273.007473 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 12 | 0 | RF_maintenance | ee Power | 58.314912 | 51.334572 | 55.680489 | 50.415875 | 58.314912 | 23.429337 | 29.316917 | 26.745502 | 42.711330 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 12 | 0 | RF_maintenance | nn Temporal Discontinuties | 211.748599 | 50.118606 | 68.821034 | 50.775367 | 56.985693 | 38.559788 | 50.608141 | 132.696199 | 211.748599 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 12 | 0 | RF_maintenance | nn Temporal Discontinuties | 712.844220 | 166.318947 | 90.028504 | 128.373271 | 96.916836 | 104.858626 | 46.204533 | 712.844220 | 403.365802 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 12 | 0 | RF_maintenance | ee Temporal Discontinuties | 958.576254 | 56.534265 | 103.212216 | 49.205232 | 66.416803 | 23.817502 | 58.118335 | 461.787295 | 958.576254 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 12 | 0 | RF_maintenance | nn Temporal Discontinuties | 789.901852 | 7.367317 | 6.282974 | 30.002837 | 28.927889 | 112.302111 | 100.772359 | 789.901852 | 615.187698 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 12 | 0 | RF_maintenance | nn Temporal Discontinuties | 429.771280 | 68.527974 | 75.729861 | 69.571758 | 73.325068 | 17.407488 | 20.722754 | 402.995859 | 429.771280 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 12 | 0 | RF_maintenance | nn Shape | 61.594991 | 61.594991 | 40.020966 | 58.390101 | 59.872719 | 13.796480 | 13.321494 | 21.614740 | 20.053423 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 12 | 0 | RF_maintenance | nn Temporal Discontinuties | 231.170849 | 78.226603 | 56.550681 | 76.317361 | 69.852993 | 45.517782 | 38.219222 | 231.170849 | 203.203792 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 12 | 0 | RF_maintenance | nn Temporal Variability | 1.371796 | 0.674491 | 0.674491 | 0.714579 | 0.714579 | 1.371796 | 1.371796 | 0.680147 | 0.680147 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 12 | 0 | RF_maintenance | nn Temporal Discontinuties | 413.100384 | 50.527227 | 105.554018 | 63.440695 | 92.050766 | 7.143218 | 19.615334 | 111.560401 | 413.100384 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 12 | 0 | RF_maintenance | nn Temporal Discontinuties | 241.657409 | 61.576265 | 66.337670 | 125.143848 | 132.153881 | 22.708145 | 37.780330 | 206.008802 | 241.657409 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 12 | 0 | RF_maintenance | ee Shape | nan | nan | nan | inf | inf | nan | nan | nan | nan |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 12 | 0 | RF_maintenance | ee Temporal Discontinuties | 288.012916 | 40.385911 | 43.684593 | 33.516078 | 34.553380 | 9.416294 | 7.153475 | 288.012916 | 278.380876 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 12 | 0 | RF_maintenance | ee Temporal Discontinuties | 173.891110 | 41.807341 | 45.806950 | 32.748829 | 32.051729 | 5.422375 | 7.744035 | 173.891110 | 167.528614 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 12 | 0 | RF_maintenance | ee Shape | nan | nan | nan | inf | inf | nan | nan | nan | nan |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 12 | 0 | RF_maintenance | nn Temporal Discontinuties | 311.814035 | 63.970858 | 70.515646 | 71.891663 | 69.197239 | 39.727853 | 31.683216 | 311.814035 | 304.430857 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 12 | 0 | RF_maintenance | nn Temporal Discontinuties | 1080.816913 | 89.829654 | 103.790848 | 92.516494 | 85.503786 | 78.338810 | 35.950465 | 1080.816913 | 846.454525 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 12 | 0 | RF_maintenance | nn Temporal Discontinuties | 286.118845 | 68.984993 | 71.394429 | 97.061937 | 96.774391 | 52.213730 | 60.325180 | 286.118845 | 241.030190 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 12 | 0 | RF_maintenance | nn Shape | nan | nan | nan | inf | inf | nan | nan | nan | nan |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 12 | 0 | RF_maintenance | ee Temporal Discontinuties | 478.682996 | 66.767706 | 60.357557 | 81.148011 | 73.204650 | 48.636106 | 42.791069 | 478.682996 | 308.055466 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 12 | 0 | RF_maintenance | nn Temporal Discontinuties | 527.250312 | 75.377586 | 67.734951 | 180.362842 | 161.768607 | 7.842538 | 3.987429 | 527.250312 | 314.492227 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 12 | 0 | RF_maintenance | ee Temporal Variability | 664.979200 | 10.990935 | 11.421044 | 43.336227 | 46.223063 | 615.443201 | 664.979200 | 38.997876 | 29.710743 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 12 | 0 | RF_maintenance | nn Temporal Discontinuties | 164.567265 | 59.528608 | 69.708331 | 37.002674 | 35.996867 | 23.550238 | 16.713806 | 164.567265 | 115.461094 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 12 | 0 | RF_maintenance | nn Temporal Discontinuties | 565.703875 | 96.130837 | 75.902687 | 127.103671 | 122.203486 | 54.318065 | 43.821281 | 565.703875 | 496.489072 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 12 | 0 | RF_maintenance | nn Temporal Discontinuties | 135.872869 | 36.686302 | 45.530628 | 31.314690 | 30.323922 | 9.768729 | 14.082122 | 126.558401 | 135.872869 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 12 | 0 | RF_maintenance | ee Temporal Discontinuties | 244.476856 | 43.382481 | 51.341060 | 28.037543 | 35.308272 | 16.386912 | 37.592847 | 116.533700 | 244.476856 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 12 | 0 | RF_maintenance | ee Temporal Discontinuties | 452.482854 | 69.519948 | 78.419288 | 77.141093 | 71.924307 | 31.498576 | 36.931255 | 452.482854 | 437.003706 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 12 | 0 | RF_maintenance | ee Temporal Discontinuties | 545.724953 | 128.703950 | 80.468916 | 118.549577 | 95.297866 | 72.610618 | 59.644231 | 545.724953 | 287.441175 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 12 | 0 | RF_maintenance | ee Temporal Discontinuties | 189.084899 | 43.618639 | 40.288207 | 29.168073 | 30.113734 | 13.695137 | 12.919862 | 162.478201 | 189.084899 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 12 | 0 | RF_maintenance | nn Shape | nan | nan | nan | nan | nan | nan | nan | nan | nan |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 12 | 0 | RF_maintenance | ee Temporal Discontinuties | 226.487217 | 65.007341 | 62.527764 | 110.017063 | 97.454995 | 90.806225 | 63.226681 | 226.487217 | 151.889262 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 12 | 0 | RF_maintenance | ee Temporal Discontinuties | 727.625179 | 118.291644 | 87.097793 | 125.182592 | 98.244383 | 121.351199 | 49.496663 | 727.625179 | 302.868363 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 12 | 0 | RF_maintenance | ee Temporal Discontinuties | 423.073431 | 68.946505 | 63.027366 | 95.806565 | 101.730003 | 109.748358 | 79.266223 | 343.422064 | 423.073431 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 12 | 0 | RF_maintenance | ee Temporal Discontinuties | 719.905527 | 9.764881 | 8.054302 | 25.787091 | 30.982045 | 90.775997 | 144.611514 | 397.253796 | 719.905527 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 12 | 0 | RF_maintenance | nn Power | 92.525790 | 63.368119 | 49.421935 | 92.525790 | 89.062039 | 30.861346 | 31.339228 | 52.147107 | 41.660143 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 12 | 0 | RF_maintenance | ee Temporal Discontinuties | 1731.866982 | 92.772191 | 72.728855 | 157.517056 | 129.480131 | 60.319930 | 39.922982 | 1731.866982 | 816.163790 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 12 | 0 | RF_maintenance | ee Temporal Discontinuties | 517.147075 | 81.166353 | 80.636889 | 102.899727 | 98.036664 | 93.875790 | 106.437531 | 471.799660 | 517.147075 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 12 | 0 | RF_maintenance | ee Temporal Discontinuties | 641.147669 | 88.944509 | 76.167824 | 175.091522 | 150.445499 | 62.175965 | 53.195789 | 641.147669 | 307.374350 |